DocumentCode
79370
Title
High-Speed Image Registration Algorithm with Subpixel Accuracy
Author
Yousef, Amr ; Jiang Li ; Karim, Mohammad
Author_Institution
Dept. of Electron. & Commun., Univ. of Bus. & Technol., Dahban, Saudi Arabia
Volume
22
Issue
10
fYear
2015
fDate
Oct. 2015
Firstpage
1796
Lastpage
1800
Abstract
A new, fast and computationally efficient lateral subpixel shift registration algorithm is presented. It is limited to register images that differ by small subpixel shifts otherwise its performance degrades. This algorithm significantly improves the performance of the single-step discrete Fourier transform approach proposed by Guizar-Sicairos and can be applied efficiently on large dimension images. It reduces the dimension of Fourier transform of the cross correlation matrix and reduces the discrete Fourier transform (DFT) matrix multiplications to speed up the registration process. Simulations show that our algorithm reduces computation time and memory requirements without sacricing the accuracy associated with the usual FFT approach accuracy.
Keywords
Fourier transforms; image registration; matrix algebra; DFT matrix multiplications; FFT approach; Guizar-Sicairos; cross correlation matrix; high speed image registration algorithm; lateral subpixel shift registration algorithm; registration process; single step discrete Fourier transform approach; subpixel accuracy; Accuracy; Computational complexity; Correlation; Discrete Fourier transforms; Signal processing algorithms; Upper bound; Fast Fourier transform; phase correlation; subpixel registration;
fLanguage
English
Journal_Title
Signal Processing Letters, IEEE
Publisher
ieee
ISSN
1070-9908
Type
jour
DOI
10.1109/LSP.2015.2437881
Filename
7113806
Link To Document